Neural populations can multitask to support decision-making
November 10, 2014
A new paper is out from my lab today in Nature Neuroscience. In this paper, we set out to understand how a single part of the brain can be used to support many behaviors. The posterior parietal cortex, for instance, has been implicated in decision-making, value judgments, attention and action selection. We wondered how that could be: are there categories of specialized neurons that are specialized for each behavior? Or, alternatively, does a single population of neurons multitask to support lots of behaviors? We found the latter possibility to be true. We recorded neurons in rat posterior parietal cortex while rats were making decisions about lights and sounds. We found that neurons could be strongly modulated by the animal’s choice, the modality of the stimulus, or, very often, both of those things. This multitasking did not provide a problem for decoding: a linear combination of responses could easily estimate choice and modality well.
We hope that our observations will change the way people think about how neurons support diverse behaviors because they challenge the prevailing view that neurons are specialized. Horace Barlow (the grandfather of computational neuroscience), argued that neurons in the frog’s retina were specialized for detecting particular kinds of motion. This is likely true in early visual areas, but in higher cortical areas, things are very different. Our observations about multitasking neurons point to a new way of encoding information that, we argue, confers flexibly in how the neurons are used, and could allow their responses to be flexibly combined to support many behaviors. The picture below shows me with co-first authors David Raposo and Matt Kaufman.
[…] is consistent with an idea from Anne Churchland’s lab that the PPC is integrating information from diverse sources to provide evidence for many different […]
[…] The next day, Dr Anne Churchland presented her lab’s thought-provoking data, which identified category-defying posterior parietal cortical neurons to the Pittsburgh scientific community. With cleverly designed behavioral tasks and monumental computational analysis, her fantastic talk left us all dying to see what comes next. To learn more about this exciting data set, and to sample a piece of Dr. Churchland’s adept science writing, check out her blog summarizing her laboratory’s most recent Nature Neuroscience paper here. […]